Dataset statistics
| Number of variables | 34 |
|---|---|
| Number of observations | 467 |
| Missing cells | 41 |
| Missing cells (%) | 0.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 124.2 KiB |
| Average record size in memory | 272.3 B |
Variable types
| CAT | 18 |
|---|---|
| NUM | 16 |
Reproduction
| Analysis started | 2020-08-19 05:58:58.264927 |
|---|---|
| Analysis finished | 2020-08-19 06:00:01.885648 |
| Duration | 1 minute and 3.62 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
year has constant value "2015" | Constant |
name has a high cardinality: 465 distinct values | High cardinality |
age has a high cardinality: 61 distinct values | High cardinality |
streetaddress has a high cardinality: 459 distinct values | High cardinality |
city has a high cardinality: 364 distinct values | High cardinality |
namelsad has a high cardinality: 389 distinct values | High cardinality |
lawenforcementagency has a high cardinality: 377 distinct values | High cardinality |
share_white has a high cardinality: 363 distinct values | High cardinality |
share_black has a high cardinality: 246 distinct values | High cardinality |
share_hispanic has a high cardinality: 293 distinct values | High cardinality |
p_income has a high cardinality: 452 distinct values | High cardinality |
pov has a high cardinality: 281 distinct values | High cardinality |
geo_id is highly correlated with state_fp and 1 other fields | High correlation |
state_fp is highly correlated with geo_id and 1 other fields | High correlation |
county_id is highly correlated with state_fp and 1 other fields | High correlation |
nat_bucket is highly correlated with h_income | High correlation |
h_income is highly correlated with nat_bucket | High correlation |
county_bucket has 27 (5.8%) missing values | Missing |
name is uniformly distributed | Uniform |
streetaddress is uniformly distributed | Uniform |
city is uniformly distributed | Uniform |
namelsad is uniformly distributed | Uniform |
lawenforcementagency is uniformly distributed | Uniform |
share_white is uniformly distributed | Uniform |
p_income is uniformly distributed | Uniform |
pov is uniformly distributed | Uniform |
| Distinct count | 465 |
|---|---|
| Unique (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| Unknown | 3 |
|---|---|
| Karen Janks | 1 |
| Daryl Myler | 1 |
| Darin Hutchins | 1 |
| Carl Lao | 1 |
| Other values (460) |
| Value | Count | Frequency (%) | |
| Unknown | 3 | 0.6% | |
| Karen Janks | 1 | 0.2% | |
| Daryl Myler | 1 | 0.2% | |
| Darin Hutchins | 1 | 0.2% | |
| Carl Lao | 1 | 0.2% | |
| Don Smith | 1 | 0.2% | |
| Jeff Alexander | 1 | 0.2% | |
| Jeffrey Pitts | 1 | 0.2% | |
| Wendell King | 1 | 0.2% | |
| Cornelius Parker | 1 | 0.2% | |
| Other values (455) | 455 | 97.4% |
Length
| Max length | 33 |
|---|---|
| Median length | 13 |
| Mean length | 13.83511777 |
| Min length | 7 |
| Distinct count | 61 |
|---|---|
| Unique (%) | 13.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| 29 | 18 |
|---|---|
| 34 | 18 |
| 35 | 18 |
| 36 | 17 |
| 39 | 17 |
| Other values (56) |
| Value | Count | Frequency (%) | |
| 29 | 18 | 3.9% | |
| 34 | 18 | 3.9% | |
| 35 | 18 | 3.9% | |
| 36 | 17 | 3.6% | |
| 39 | 17 | 3.6% | |
| 31 | 17 | 3.6% | |
| 37 | 16 | 3.4% | |
| 24 | 16 | 3.4% | |
| 26 | 16 | 3.4% | |
| 28 | 15 | 3.2% | |
| Other values (51) | 299 | 64.0% |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.042826552 |
| Min length | 2 |
gender
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| Male | |
|---|---|
| Female | 22 |
| Value | Count | Frequency (%) | |
| Male | 445 | 95.3% | |
| Female | 22 | 4.7% |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.094218415 |
| Min length | 4 |
raceethnicity
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| White | |
|---|---|
| Black | |
| Hispanic/Latino | |
| Unknown | 15 |
| Asian/Pacific Islander | 10 |
| Value | Count | Frequency (%) | |
| White | 236 | 50.5% | |
| Black | 135 | 28.9% | |
| Hispanic/Latino | 67 | 14.3% | |
| Unknown | 15 | 3.2% | |
| Asian/Pacific Islander | 10 | 2.1% | |
| Native American | 4 | 0.9% |
Length
| Max length | 22 |
|---|---|
| Median length | 5 |
| Mean length | 6.948608137 |
| Min length | 5 |
month
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| March | |
|---|---|
| April | |
| January | |
| February | |
| May |
| Value | Count | Frequency (%) | |
| March | 114 | 24.4% | |
| April | 96 | 20.6% | |
| January | 90 | 19.3% | |
| February | 84 | 18.0% | |
| May | 81 | 17.3% | |
| June | 2 | 0.4% |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.573875803 |
| Min length | 3 |
day
Real number (ℝ≥0)
| Distinct count | 31 |
|---|---|
| Unique (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.830835117773018 |
|---|---|
| Minimum | 1 |
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 16 |
| Q3 | 23 |
| 95-th percentile | 29 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.658969893 |
|---|---|
| Coefficient of variation (CV) | 0.5469686108 |
| Kurtosis | -1.167610677 |
| Mean | 15.83083512 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.002419749851 |
| Sum | 7393 |
| Variance | 74.9777596 |
| Value | Count | Frequency (%) | |
| 21 | 23 | 4.9% | |
| 15 | 22 | 4.7% | |
| 17 | 22 | 4.7% | |
| 8 | 21 | 4.5% | |
| 27 | 21 | 4.5% | |
| 6 | 19 | 4.1% | |
| 26 | 17 | 3.6% | |
| 4 | 17 | 3.6% | |
| 19 | 16 | 3.4% | |
| 16 | 16 | 3.4% | |
| Other values (21) | 273 | 58.5% |
| Value | Count | Frequency (%) | |
| 1 | 13 | 2.8% | |
| 2 | 13 | 2.8% | |
| 3 | 15 | 3.2% | |
| 4 | 17 | 3.6% | |
| 5 | 10 | 2.1% |
| Value | Count | Frequency (%) | |
| 31 | 9 | 1.9% | |
| 30 | 14 | 3.0% | |
| 29 | 10 | 2.1% | |
| 28 | 15 | 3.2% | |
| 27 | 21 | 4.5% |
| Distinct count | 1 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| 2015 |
|---|
| Value | Count | Frequency (%) | |
| 2015 | 467 | 100.0% |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
| Distinct count | 459 |
|---|---|
| Unique (%) | 99.1% |
| Missing | 4 |
| Missing (%) | 0.9% |
| Memory size | 3.6 KiB |
| I-10 | 2 |
|---|---|
| 4999 Naaman Forest Blvd | 2 |
| I-95 | 2 |
| E Baseline Rd and S 48th St | 2 |
| 2853 Avalon Meadows Ct | 1 |
| Other values (454) |
| Value | Count | Frequency (%) | |
| I-10 | 2 | 0.4% | |
| 4999 Naaman Forest Blvd | 2 | 0.4% | |
| I-95 | 2 | 0.4% | |
| E Baseline Rd and S 48th St | 2 | 0.4% | |
| 2853 Avalon Meadows Ct | 1 | 0.2% | |
| Hectorville Rd and Bixby Rd | 1 | 0.2% | |
| 3800 Vernon Ave | 1 | 0.2% | |
| 2800 Longmeadow Dr | 1 | 0.2% | |
| Fern Ave and Phillips St | 1 | 0.2% | |
| 331 W Grand Ledge Hwy | 1 | 0.2% | |
| Other values (449) | 449 | 96.1% | |
| (Missing) | 4 | 0.9% |
Length
| Max length | 65 |
|---|---|
| Median length | 16 |
| Mean length | 17.93361884 |
| Min length | 3 |
| Distinct count | 364 |
|---|---|
| Unique (%) | 77.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| Los Angeles | 9 |
|---|---|
| Phoenix | 6 |
| Houston | 6 |
| Oklahoma City | 4 |
| San Francisco | 4 |
| Other values (359) |
| Value | Count | Frequency (%) | |
| Los Angeles | 9 | 1.9% | |
| Phoenix | 6 | 1.3% | |
| Houston | 6 | 1.3% | |
| Oklahoma City | 4 | 0.9% | |
| San Francisco | 4 | 0.9% | |
| New York | 4 | 0.9% | |
| Indianapolis | 4 | 0.9% | |
| Tulsa | 4 | 0.9% | |
| Harvey | 3 | 0.6% | |
| Fort Worth | 3 | 0.6% | |
| Other values (354) | 420 | 89.9% |
Length
| Max length | 22 |
|---|---|
| Median length | 8 |
| Mean length | 8.640256959 |
| Min length | 4 |
state
Categorical
| Distinct count | 47 |
|---|---|
| Unique (%) | 10.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| CA | |
|---|---|
| TX | 46 |
| FL | 29 |
| AZ | 25 |
| OK | 22 |
| Other values (42) |
| Value | Count | Frequency (%) | |
| CA | 74 | 15.8% | |
| TX | 46 | 9.9% | |
| FL | 29 | 6.2% | |
| AZ | 25 | 5.4% | |
| OK | 22 | 4.7% | |
| GA | 16 | 3.4% | |
| NY | 14 | 3.0% | |
| CO | 12 | 2.6% | |
| IL | 11 | 2.4% | |
| NJ | 11 | 2.4% | |
| Other values (37) | 207 | 44.3% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
latitude
Real number (ℝ≥0)
| Distinct count | 462 |
|---|---|
| Unique (%) | 98.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.40322413147751 |
|---|---|
| Minimum | 19.915194 |
| Maximum | 61.218408 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 19.915194 |
|---|---|
| 5-th percentile | 28.66026672 |
| Q1 | 33.3352402 |
| median | 35.7697792 |
| Q3 | 39.9374522 |
| 95-th percentile | 44.94167621 |
| Maximum | 61.218408 |
| Range | 41.303214 |
| Interquartile range (IQR) | 6.602212 |
Descriptive statistics
| Standard deviation | 5.193356785 |
|---|---|
| Coefficient of variation (CV) | 0.1426620007 |
| Kurtosis | 1.675106283 |
| Mean | 36.40322413 |
| Median Absolute Deviation (MAD) | 3.3626404 |
| Skewness | 0.3541898227 |
| Sum | 17000.30567 |
| Variance | 26.9709547 |
| Value | Count | Frequency (%) | |
| 32.4071388 | 3 | 0.6% | |
| 40.86306 | 2 | 0.4% | |
| 33.3781938 | 2 | 0.4% | |
| 32.9599406 | 2 | 0.4% | |
| 38.9464501 | 1 | 0.2% | |
| 61.2075577 | 1 | 0.2% | |
| 35.376175 | 1 | 0.2% | |
| 37.5631485 | 1 | 0.2% | |
| 35.1648337 | 1 | 0.2% | |
| 34.6285944 | 1 | 0.2% | |
| Other values (452) | 452 | 96.8% |
| Value | Count | Frequency (%) | |
| 19.915194 | 1 | 0.2% | |
| 21.3065129 | 1 | 0.2% | |
| 21.3106435 | 1 | 0.2% | |
| 21.9338608 | 1 | 0.2% | |
| 25.1559029 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 61.218408 | 1 | 0.2% | |
| 61.2075577 | 1 | 0.2% | |
| 49.0000114 | 1 | 0.2% | |
| 48.7085419 | 1 | 0.2% | |
| 47.8377751 | 1 | 0.2% |
longitude
Real number (ℝ)
| Distinct count | 462 |
|---|---|
| Unique (%) | 98.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -96.97266602248393 |
|---|---|
| Minimum | -159.64270019999998 |
| Maximum | -68.1000068 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | -159.6427002 |
|---|---|
| 5-th percentile | -122.285112 |
| Q1 | -111.9546359 |
| median | -94.7619019 |
| Q3 | -82.96158185 |
| 95-th percentile | -74.26755766 |
| Maximum | -68.1000068 |
| Range | 91.5426934 |
| Interquartile range (IQR) | 28.99305405 |
Descriptive statistics
| Standard deviation | 16.95384164 |
|---|---|
| Coefficient of variation (CV) | -0.1748311389 |
| Kurtosis | 0.1159338992 |
| Mean | -96.97266602 |
| Median Absolute Deviation (MAD) | 13.3324662 |
| Skewness | -0.6587733046 |
| Sum | -45286.23503 |
| Variance | 287.4327465 |
| Value | Count | Frequency (%) | |
| -96.0738907 | 3 | 0.6% | |
| -96.6389561 | 2 | 0.4% | |
| -111.978452 | 2 | 0.4% | |
| -74.0112915 | 2 | 0.4% | |
| -95.156517 | 1 | 0.2% | |
| -77.7206332 | 1 | 0.2% | |
| -92.2934712 | 1 | 0.2% | |
| -82.6380997 | 1 | 0.2% | |
| -111.9851837 | 1 | 0.2% | |
| -106.4396178 | 1 | 0.2% | |
| Other values (452) | 452 | 96.8% |
| Value | Count | Frequency (%) | |
| -159.6427002 | 1 | 0.2% | |
| -157.8625984 | 1 | 0.2% | |
| -157.8598659 | 1 | 0.2% | |
| -155.831754 | 1 | 0.2% | |
| -149.8582001 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| -68.1000068 | 1 | 0.2% | |
| -69.966423 | 1 | 0.2% | |
| -70.9316177 | 1 | 0.2% | |
| -71.0899229 | 1 | 0.2% | |
| -71.2831421 | 1 | 0.2% |
| Distinct count | 47 |
|---|---|
| Unique (%) | 10.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.342612419700213 |
|---|---|
| Minimum | 1 |
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 8 |
| median | 24 |
| Q3 | 40 |
| 95-th percentile | 51 |
| Maximum | 56 |
| Range | 55 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 16.76645832 |
|---|---|
| Coefficient of variation (CV) | 0.6615915534 |
| Kurtosis | -1.415458598 |
| Mean | 25.34261242 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0.1777118785 |
| Sum | 11835 |
| Variance | 281.1141245 |
| Value | Count | Frequency (%) | |
| 6 | 74 | 15.8% | |
| 48 | 47 | 10.1% | |
| 12 | 29 | 6.2% | |
| 4 | 25 | 5.4% | |
| 40 | 22 | 4.7% | |
| 13 | 16 | 3.4% | |
| 36 | 13 | 2.8% | |
| 8 | 12 | 2.6% | |
| 34 | 11 | 2.4% | |
| 53 | 11 | 2.4% | |
| Other values (37) | 207 | 44.3% |
| Value | Count | Frequency (%) | |
| 1 | 8 | 1.7% | |
| 2 | 2 | 0.4% | |
| 4 | 25 | 5.4% | |
| 5 | 4 | 0.9% | |
| 6 | 74 | 15.8% |
| Value | Count | Frequency (%) | |
| 56 | 1 | 0.2% | |
| 55 | 5 | 1.1% | |
| 54 | 2 | 0.4% | |
| 53 | 11 | 2.4% | |
| 51 | 9 | 1.9% |
county_fp
Real number (ℝ≥0)
| Distinct count | 113 |
|---|---|
| Unique (%) | 24.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.5845824411135 |
|---|---|
| Minimum | 1 |
| Maximum | 740 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 29 |
| median | 63 |
| Q3 | 111 |
| 95-th percentile | 362.2 |
| Maximum | 740 |
| Range | 739 |
| Interquartile range (IQR) | 82 |
Descriptive statistics
| Standard deviation | 110.1851291 |
|---|---|
| Coefficient of variation (CV) | 1.203096921 |
| Kurtosis | 9.16060243 |
| Mean | 91.58458244 |
| Median Absolute Deviation (MAD) | 40 |
| Skewness | 2.79103332 |
| Sum | 42770 |
| Variance | 12140.76268 |
| Value | Count | Frequency (%) | |
| 37 | 23 | 4.9% | |
| 13 | 17 | 3.6% | |
| 3 | 17 | 3.6% | |
| 1 | 16 | 3.4% | |
| 71 | 16 | 3.4% | |
| 29 | 14 | 3.0% | |
| 73 | 11 | 2.4% | |
| 5 | 9 | 1.9% | |
| 11 | 9 | 1.9% | |
| 31 | 9 | 1.9% | |
| Other values (103) | 326 | 69.8% |
| Value | Count | Frequency (%) | |
| 1 | 16 | 3.4% | |
| 3 | 17 | 3.6% | |
| 5 | 9 | 1.9% | |
| 7 | 2 | 0.4% | |
| 9 | 5 | 1.1% |
| Value | Count | Frequency (%) | |
| 740 | 2 | 0.4% | |
| 550 | 1 | 0.2% | |
| 510 | 4 | 0.9% | |
| 485 | 1 | 0.2% | |
| 479 | 1 | 0.2% |
tract_ce
Real number (ℝ≥0)
| Distinct count | 389 |
|---|---|
| Unique (%) | 83.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 236936.61456102785 |
|---|---|
| Minimum | 100 |
| Maximum | 980000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 100 |
|---|---|
| 5-th percentile | 403.3 |
| Q1 | 5201.5 |
| median | 40200 |
| Q3 | 378450 |
| 95-th percentile | 960200 |
| Maximum | 980000 |
| Range | 979900 |
| Interquartile range (IQR) | 373248.5 |
Descriptive statistics
| Standard deviation | 341262.7217 |
|---|---|
| Coefficient of variation (CV) | 1.440312306 |
| Kurtosis | 0.07448872917 |
| Mean | 236936.6146 |
| Median Absolute Deviation (MAD) | 39399 |
| Skewness | 1.29304822 |
| Sum | 110649399 |
| Variance | 1.164602452e+11 |
| Value | Count | Frequency (%) | |
| 200 | 5 | 1.1% | |
| 2000 | 4 | 0.9% | |
| 1200 | 4 | 0.9% | |
| 960600 | 4 | 0.9% | |
| 700 | 4 | 0.9% | |
| 400 | 4 | 0.9% | |
| 950300 | 4 | 0.9% | |
| 960200 | 3 | 0.6% | |
| 10600 | 3 | 0.6% | |
| 970300 | 3 | 0.6% | |
| Other values (379) | 429 | 91.9% |
| Value | Count | Frequency (%) | |
| 100 | 3 | 0.6% | |
| 101 | 2 | 0.4% | |
| 110 | 1 | 0.2% | |
| 200 | 5 | 1.1% | |
| 202 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 980000 | 2 | 0.4% | |
| 979500 | 1 | 0.2% | |
| 978400 | 1 | 0.2% | |
| 970501 | 1 | 0.2% | |
| 970500 | 2 | 0.4% |
| Distinct count | 458 |
|---|---|
| Unique (%) | 98.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25434433938.75589 |
|---|---|
| Minimum | 1003010300 |
| Maximum | 56005000700 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 1003010300 |
|---|---|
| 5-th percentile | 4013452482 |
| Q1 | 8022008307 |
| median | 2.403380352e+10 |
| Q3 | 4.01124703e+10 |
| 95-th percentile | 5.107803147e+10 |
| Maximum | 5.60050007e+10 |
| Range | 5.50019904e+10 |
| Interquartile range (IQR) | 3.2090462e+10 |
Descriptive statistics
| Standard deviation | 1.680139797e+10 |
|---|---|
| Coefficient of variation (CV) | 0.6605768389 |
| Kurtosis | -1.413977994 |
| Mean | 2.543443394e+10 |
| Median Absolute Deviation (MAD) | 1.60753037e+10 |
| Skewness | 0.1785203481 |
| Sum | 1.187788065e+13 |
| Variance | 2.822869738e+20 |
| Value | Count | Frequency (%) | |
| 4.8467951e+10 | 3 | 0.6% | |
| 4.01430025e+10 | 2 | 0.4% | |
| 6065043308 | 2 | 0.4% | |
| 4025002002 | 2 | 0.4% | |
| 4013116205 | 2 | 0.4% | |
| 5.30210202e+10 | 2 | 0.4% | |
| 3.40030546e+10 | 2 | 0.4% | |
| 4.811301903e+10 | 2 | 0.4% | |
| 5.30730102e+10 | 1 | 0.2% | |
| 1051030902 | 1 | 0.2% | |
| Other values (448) | 448 | 95.9% |
| Value | Count | Frequency (%) | |
| 1003010300 | 1 | 0.2% | |
| 1051030902 | 1 | 0.2% | |
| 1073002000 | 1 | 0.2% | |
| 1073005000 | 1 | 0.2% | |
| 1073014412 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 5.60050007e+10 | 1 | 0.2% | |
| 5.50790209e+10 | 1 | 0.2% | |
| 5.50590012e+10 | 1 | 0.2% | |
| 5.50390403e+10 | 1 | 0.2% | |
| 5.50250019e+10 | 1 | 0.2% |
| Distinct count | 300 |
|---|---|
| Unique (%) | 64.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25434.19700214133 |
|---|---|
| Minimum | 1003 |
| Maximum | 56005 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 1003 |
|---|---|
| 5-th percentile | 4013 |
| Q1 | 8022 |
| median | 24033 |
| Q3 | 40112 |
| 95-th percentile | 51077.4 |
| Maximum | 56005 |
| Range | 55002 |
| Interquartile range (IQR) | 32090 |
Descriptive statistics
| Standard deviation | 16801.37976 |
|---|---|
| Coefficient of variation (CV) | 0.6605822764 |
| Kurtosis | -1.413976483 |
| Mean | 25434.197 |
| Median Absolute Deviation (MAD) | 16076 |
| Skewness | 0.178523607 |
| Sum | 11877770 |
| Variance | 282286361.7 |
| Value | Count | Frequency (%) | |
| 6037 | 20 | 4.3% | |
| 4013 | 12 | 2.6% | |
| 6029 | 8 | 1.7% | |
| 48201 | 7 | 1.5% | |
| 6071 | 7 | 1.5% | |
| 6059 | 6 | 1.3% | |
| 48439 | 6 | 1.3% | |
| 40109 | 5 | 1.1% | |
| 34003 | 5 | 1.1% | |
| 6085 | 4 | 0.9% | |
| Other values (290) | 387 | 82.9% |
| Value | Count | Frequency (%) | |
| 1003 | 1 | 0.2% | |
| 1051 | 1 | 0.2% | |
| 1073 | 3 | 0.6% | |
| 1079 | 1 | 0.2% | |
| 1089 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 56005 | 1 | 0.2% | |
| 55079 | 1 | 0.2% | |
| 55059 | 1 | 0.2% | |
| 55039 | 1 | 0.2% | |
| 55025 | 1 | 0.2% |
| Distinct count | 389 |
|---|---|
| Unique (%) | 83.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| Census Tract 2 | 5 |
|---|---|
| Census Tract 20 | 4 |
| Census Tract 9606 | 4 |
| Census Tract 7 | 4 |
| Census Tract 12 | 4 |
| Other values (384) |
| Value | Count | Frequency (%) | |
| Census Tract 2 | 5 | 1.1% | |
| Census Tract 20 | 4 | 0.9% | |
| Census Tract 9606 | 4 | 0.9% | |
| Census Tract 7 | 4 | 0.9% | |
| Census Tract 12 | 4 | 0.9% | |
| Census Tract 4 | 4 | 0.9% | |
| Census Tract 9503 | 4 | 0.9% | |
| Census Tract 9602 | 3 | 0.6% | |
| Census Tract 9703 | 3 | 0.6% | |
| Census Tract 11 | 3 | 0.6% | |
| Other values (379) | 429 | 91.9% |
Length
| Max length | 20 |
|---|---|
| Median length | 17 |
| Mean length | 17.44325482 |
| Min length | 14 |
| Distinct count | 377 |
|---|---|
| Unique (%) | 80.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| Los Angeles Police Department | 10 |
|---|---|
| Los Angeles County Sheriff's Department | 5 |
| Oklahoma City Police Department | 5 |
| US Marshals Service | 5 |
| Indianapolis Metropolitan Police Department | 4 |
| Other values (372) |
| Value | Count | Frequency (%) | |
| Los Angeles Police Department | 10 | 2.1% | |
| Los Angeles County Sheriff's Department | 5 | 1.1% | |
| Oklahoma City Police Department | 5 | 1.1% | |
| US Marshals Service | 5 | 1.1% | |
| Indianapolis Metropolitan Police Department | 4 | 0.9% | |
| New York Police Department | 4 | 0.9% | |
| Fort Worth Police Department | 4 | 0.9% | |
| Phoenix Police Department | 4 | 0.9% | |
| Jefferson Parish Sheriff's Office | 3 | 0.6% | |
| Riverside County Sheriff's Department | 3 | 0.6% | |
| Other values (367) | 420 | 89.9% |
Length
| Max length | 95 |
|---|---|
| Median length | 28 |
| Mean length | 31.38543897 |
| Min length | 3 |
cause
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| Gunshot | |
|---|---|
| Taser | 27 |
| Death in custody | 14 |
| Struck by vehicle | 12 |
| Unknown | 3 |
| Value | Count | Frequency (%) | |
| Gunshot | 411 | 88.0% | |
| Taser | 27 | 5.8% | |
| Death in custody | 14 | 3.0% | |
| Struck by vehicle | 12 | 2.6% | |
| Unknown | 3 | 0.6% |
Length
| Max length | 17 |
|---|---|
| Median length | 7 |
| Mean length | 7.411134904 |
| Min length | 5 |
armed
Categorical
| Distinct count | 8 |
|---|---|
| Unique (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| Firearm | |
|---|---|
| No | |
| Knife | |
| Other | 26 |
| Vehicle | 18 |
| Other values (3) | 23 |
| Value | Count | Frequency (%) | |
| Firearm | 230 | 49.3% | |
| No | 102 | 21.8% | |
| Knife | 68 | 14.6% | |
| Other | 26 | 5.6% | |
| Vehicle | 18 | 3.9% | |
| Non-lethal firearm | 14 | 3.0% | |
| Unknown | 7 | 1.5% | |
| Disputed | 2 | 0.4% |
Length
| Max length | 18 |
|---|---|
| Median length | 7 |
| Mean length | 5.839400428 |
| Min length | 2 |
pop
Real number (ℝ≥0)
| Distinct count | 445 |
|---|---|
| Unique (%) | 95.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4783.719486081371 |
|---|---|
| Minimum | 0 |
| Maximum | 26826 |
| Zeros | 2 |
| Zeros (%) | 0.4% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1915.2 |
| Q1 | 3357.5 |
| median | 4447 |
| Q3 | 5815.5 |
| 95-th percentile | 8502.7 |
| Maximum | 26826 |
| Range | 26826 |
| Interquartile range (IQR) | 2458 |
Descriptive statistics
| Standard deviation | 2374.565749 |
|---|---|
| Coefficient of variation (CV) | 0.4963848226 |
| Kurtosis | 18.1225437 |
| Mean | 4783.719486 |
| Median Absolute Deviation (MAD) | 1209 |
| Skewness | 2.697154221 |
| Sum | 2233997 |
| Variance | 5638562.494 |
| Value | Count | Frequency (%) | |
| 6852 | 3 | 0.6% | |
| 0 | 2 | 0.4% | |
| 4579 | 2 | 0.4% | |
| 2150 | 2 | 0.4% | |
| 2886 | 2 | 0.4% | |
| 3721 | 2 | 0.4% | |
| 4284 | 2 | 0.4% | |
| 4293 | 2 | 0.4% | |
| 8810 | 2 | 0.4% | |
| 1548 | 2 | 0.4% | |
| Other values (435) | 446 | 95.5% |
| Value | Count | Frequency (%) | |
| 0 | 2 | 0.4% | |
| 403 | 1 | 0.2% | |
| 678 | 1 | 0.2% | |
| 732 | 1 | 0.2% | |
| 1271 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 26826 | 1 | 0.2% | |
| 18168 | 1 | 0.2% | |
| 13987 | 1 | 0.2% | |
| 13561 | 1 | 0.2% | |
| 12351 | 1 | 0.2% |
| Distinct count | 363 |
|---|---|
| Unique (%) | 77.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| 87.2 | 5 |
|---|---|
| 52.2 | 4 |
| 58.6 | 4 |
| 39.3 | 3 |
| 75.3 | 3 |
| Other values (358) |
| Value | Count | Frequency (%) | |
| 87.2 | 5 | 1.1% | |
| 52.2 | 4 | 0.9% | |
| 58.6 | 4 | 0.9% | |
| 39.3 | 3 | 0.6% | |
| 75.3 | 3 | 0.6% | |
| 67.9 | 3 | 0.6% | |
| 5.7 | 3 | 0.6% | |
| 5.1 | 3 | 0.6% | |
| 90 | 3 | 0.6% | |
| 8.5 | 3 | 0.6% | |
| Other values (353) | 433 | 92.7% |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.644539615 |
| Min length | 1 |
| Distinct count | 246 |
|---|---|
| Unique (%) | 52.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| 0 | 27 |
|---|---|
| 0.9 | 13 |
| 0.3 | 12 |
| 0.2 | 9 |
| 0.6 | 9 |
| Other values (241) |
| Value | Count | Frequency (%) | |
| 0 | 27 | 5.8% | |
| 0.9 | 13 | 2.8% | |
| 0.3 | 12 | 2.6% | |
| 0.2 | 9 | 1.9% | |
| 0.6 | 9 | 1.9% | |
| 0.1 | 8 | 1.7% | |
| 1.8 | 8 | 1.7% | |
| 0.4 | 7 | 1.5% | |
| 1.3 | 6 | 1.3% | |
| 1.4 | 6 | 1.3% | |
| Other values (236) | 362 | 77.5% |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.100642398 |
| Min length | 1 |
| Distinct count | 293 |
|---|---|
| Unique (%) | 62.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| 0 | 18 |
|---|---|
| 0.3 | 6 |
| 1.5 | 6 |
| 2.9 | 6 |
| 10.4 | 6 |
| Other values (288) |
| Value | Count | Frequency (%) | |
| 0 | 18 | 3.9% | |
| 0.3 | 6 | 1.3% | |
| 1.5 | 6 | 1.3% | |
| 2.9 | 6 | 1.3% | |
| 10.4 | 6 | 1.3% | |
| 3.1 | 6 | 1.3% | |
| 1.1 | 5 | 1.1% | |
| 0.7 | 4 | 0.9% | |
| 6 | 4 | 0.9% | |
| 2.2 | 4 | 0.9% | |
| Other values (283) | 402 | 86.1% |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.293361884 |
| Min length | 1 |
| Distinct count | 452 |
|---|---|
| Unique (%) | 96.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| 22969 | 3 |
|---|---|
| 15373 | 2 |
| 16415 | 2 |
| 23243 | 2 |
| 14256 | 2 |
| Other values (447) |
| Value | Count | Frequency (%) | |
| 22969 | 3 | 0.6% | |
| 15373 | 2 | 0.4% | |
| 16415 | 2 | 0.4% | |
| 23243 | 2 | 0.4% | |
| 14256 | 2 | 0.4% | |
| 16558 | 2 | 0.4% | |
| 28125 | 2 | 0.4% | |
| 17632 | 2 | 0.4% | |
| 21130 | 2 | 0.4% | |
| 37476 | 2 | 0.4% | |
| Other values (442) | 446 | 95.5% |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.974304069 |
| Min length | 1 |
| Distinct count | 454 |
|---|---|
| Unique (%) | 97.6% |
| Missing | 2 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46627.18279569892 |
|---|---|
| Minimum | 10290.0 |
| Maximum | 142500.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 10290 |
|---|---|
| 5-th percentile | 20577.8 |
| Q1 | 32625 |
| median | 42759 |
| Q3 | 56190 |
| 95-th percentile | 83415.4 |
| Maximum | 142500 |
| Range | 132210 |
| Interquartile range (IQR) | 23565 |
Descriptive statistics
| Standard deviation | 20511.19491 |
|---|---|
| Coefficient of variation (CV) | 0.4398977952 |
| Kurtosis | 2.938621319 |
| Mean | 46627.1828 |
| Median Absolute Deviation (MAD) | 11502 |
| Skewness | 1.35029416 |
| Sum | 21681640 |
| Variance | 420709116.5 |
| Value | Count | Frequency (%) | |
| 50280 | 3 | 0.6% | |
| 93091 | 2 | 0.4% | |
| 28537 | 2 | 0.4% | |
| 51518 | 2 | 0.4% | |
| 36818 | 2 | 0.4% | |
| 49973 | 2 | 0.4% | |
| 34432 | 2 | 0.4% | |
| 46007 | 2 | 0.4% | |
| 35524 | 2 | 0.4% | |
| 32708 | 2 | 0.4% | |
| Other values (444) | 444 | 95.1% | |
| (Missing) | 2 | 0.4% |
| Value | Count | Frequency (%) | |
| 10290 | 1 | 0.2% | |
| 10931 | 1 | 0.2% | |
| 11378 | 1 | 0.2% | |
| 15212 | 1 | 0.2% | |
| 15293 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 142500 | 1 | 0.2% | |
| 138750 | 1 | 0.2% | |
| 135625 | 1 | 0.2% | |
| 118194 | 1 | 0.2% | |
| 117413 | 1 | 0.2% |
county_income
Real number (ℝ≥0)
| Distinct count | 299 |
|---|---|
| Unique (%) | 64.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52527.33190578158 |
|---|---|
| Minimum | 22545 |
| Maximum | 110292 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 22545 |
|---|---|
| 5-th percentile | 34582 |
| Q1 | 43804 |
| median | 50856 |
| Q3 | 56832 |
| 95-th percentile | 77464.5 |
| Maximum | 110292 |
| Range | 87747 |
| Interquartile range (IQR) | 13028 |
Descriptive statistics
| Standard deviation | 12948.26381 |
|---|---|
| Coefficient of variation (CV) | 0.2465052638 |
| Kurtosis | 1.88319875 |
| Mean | 52527.33191 |
| Median Absolute Deviation (MAD) | 6145 |
| Skewness | 1.078794502 |
| Sum | 24530264 |
| Variance | 167657535.7 |
| Value | Count | Frequency (%) | |
| 55909 | 20 | 4.3% | |
| 53596 | 12 | 2.6% | |
| 48552 | 8 | 1.7% | |
| 53137 | 7 | 1.5% | |
| 54090 | 7 | 1.5% | |
| 56853 | 6 | 1.3% | |
| 75422 | 6 | 1.3% | |
| 45215 | 5 | 1.1% | |
| 83794 | 5 | 1.1% | |
| 42334 | 4 | 0.9% | |
| Other values (289) | 387 | 82.9% |
| Value | Count | Frequency (%) | |
| 22545 | 1 | 0.2% | |
| 24927 | 1 | 0.2% | |
| 25498 | 1 | 0.2% | |
| 26877 | 1 | 0.2% | |
| 29769 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 110292 | 1 | 0.2% | |
| 103208 | 1 | 0.2% | |
| 98221 | 1 | 0.2% | |
| 91702 | 4 | 0.9% | |
| 88202 | 1 | 0.2% |
comp_income
Real number (ℝ≥0)
| Distinct count | 456 |
|---|---|
| Unique (%) | 98.1% |
| Missing | 2 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.895912580064516 |
|---|---|
| Minimum | 0.18404908 |
| Maximum | 2.8652160139999996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 0.18404908 |
|---|---|
| 5-th percentile | 0.4334039334 |
| Q1 | 0.645365352 |
| median | 0.869612089 |
| Q3 | 1.081454256 |
| 95-th percentile | 1.507397811 |
| Maximum | 2.865216014 |
| Range | 2.681166934 |
| Interquartile range (IQR) | 0.436088904 |
Descriptive statistics
| Standard deviation | 0.3335837842 |
|---|---|
| Coefficient of variation (CV) | 0.3723396585 |
| Kurtosis | 2.721721337 |
| Mean | 0.8959125801 |
| Median Absolute Deviation (MAD) | 0.216736985 |
| Skewness | 0.9383739963 |
| Sum | 416.5993497 |
| Variance | 0.111278141 |
| Value | Count | Frequency (%) | |
| 1.157485209 | 3 | 0.6% | |
| 0.578605671 | 2 | 0.4% | |
| 1.009943211 | 2 | 0.4% | |
| 0.517190134 | 2 | 0.4% | |
| 1.110950665 | 2 | 0.4% | |
| 0.856491497 | 2 | 0.4% | |
| 0.71463855 | 2 | 0.4% | |
| 0.662810658 | 2 | 0.4% | |
| 1.47618007 | 1 | 0.2% | |
| 0.790802606 | 1 | 0.2% | |
| Other values (446) | 446 | 95.5% | |
| (Missing) | 2 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.18404908 | 1 | 0.2% | |
| 0.224792811 | 1 | 0.2% | |
| 0.262087393 | 1 | 0.2% | |
| 0.284975646 | 1 | 0.2% | |
| 0.287849089 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 2.865216014 | 1 | 0.2% | |
| 2.308702864 | 1 | 0.2% | |
| 1.821137921 | 1 | 0.2% | |
| 1.810963209 | 1 | 0.2% | |
| 1.810599265 | 1 | 0.2% |
| Distinct count | 5 |
|---|---|
| Unique (%) | 1.1% |
| Missing | 27 |
| Missing (%) | 5.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4977272727272726 |
|---|---|
| Minimum | 1.0 |
| Maximum | 5.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.393114967 |
|---|---|
| Coefficient of variation (CV) | 0.5577530349 |
| Kurtosis | -1.039237829 |
| Mean | 2.497727273 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.4947451927 |
| Sum | 1099 |
| Variance | 1.94076931 |
| Value | Count | Frequency (%) | |
| 1 | 145 | 31.0% | |
| 2 | 101 | 21.6% | |
| 3 | 80 | 17.1% | |
| 4 | 58 | 12.4% | |
| 5 | 56 | 12.0% | |
| (Missing) | 27 | 5.8% |
| Value | Count | Frequency (%) | |
| 1 | 145 | 31.0% | |
| 2 | 101 | 21.6% | |
| 3 | 80 | 17.1% | |
| 4 | 58 | 12.4% | |
| 5 | 56 | 12.0% |
| Value | Count | Frequency (%) | |
| 5 | 56 | 12.0% | |
| 4 | 58 | 12.4% | |
| 3 | 80 | 17.1% | |
| 2 | 101 | 21.6% | |
| 1 | 145 | 31.0% |
| Distinct count | 5 |
|---|---|
| Unique (%) | 1.1% |
| Missing | 2 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.496774193548387 |
|---|---|
| Minimum | 1.0 |
| Maximum | 5.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.298411796 |
|---|---|
| Coefficient of variation (CV) | 0.5200357323 |
| Kurtosis | -0.9952138173 |
| Mean | 2.496774194 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.401653297 |
| Sum | 1161 |
| Variance | 1.685873192 |
| Value | Count | Frequency (%) | |
| 1 | 139 | 29.8% | |
| 2 | 111 | 23.8% | |
| 3 | 99 | 21.2% | |
| 4 | 77 | 16.5% | |
| 5 | 39 | 8.4% | |
| (Missing) | 2 | 0.4% |
| Value | Count | Frequency (%) | |
| 1 | 139 | 29.8% | |
| 2 | 111 | 23.8% | |
| 3 | 99 | 21.2% | |
| 4 | 77 | 16.5% | |
| 5 | 39 | 8.4% |
| Value | Count | Frequency (%) | |
| 5 | 39 | 8.4% | |
| 4 | 77 | 16.5% | |
| 3 | 99 | 21.2% | |
| 2 | 111 | 23.8% | |
| 1 | 139 | 29.8% |
| Distinct count | 281 |
|---|---|
| Unique (%) | 60.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| 14.1 | 6 |
|---|---|
| 20.5 | 5 |
| 7.3 | 5 |
| 7.7 | 5 |
| 18.4 | 5 |
| Other values (276) |
| Value | Count | Frequency (%) | |
| 14.1 | 6 | 1.3% | |
| 20.5 | 5 | 1.1% | |
| 7.3 | 5 | 1.1% | |
| 7.7 | 5 | 1.1% | |
| 18.4 | 5 | 1.1% | |
| 11.2 | 5 | 1.1% | |
| 9.5 | 5 | 1.1% | |
| 20.1 | 5 | 1.1% | |
| 17.4 | 4 | 0.9% | |
| 11.3 | 4 | 0.9% | |
| Other values (271) | 418 | 89.5% |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.584582441 |
| Min length | 1 |
urate
Real number (ℝ≥0)
| Distinct count | 456 |
|---|---|
| Unique (%) | 98.1% |
| Missing | 2 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11739939258064516 |
|---|---|
| Minimum | 0.011335013 |
| Maximum | 0.507614213 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 0.011335013 |
|---|---|
| 5-th percentile | 0.0352971268 |
| Q1 | 0.068592058 |
| median | 0.105180534 |
| Q3 | 0.140832976 |
| 95-th percentile | 0.2557933014 |
| Maximum | 0.507614213 |
| Range | 0.4962792 |
| Interquartile range (IQR) | 0.072240918 |
Descriptive statistics
| Standard deviation | 0.06917513274 |
|---|---|
| Coefficient of variation (CV) | 0.5892290515 |
| Kurtosis | 4.789264266 |
| Mean | 0.1173993926 |
| Median Absolute Deviation (MAD) | 0.036406269 |
| Skewness | 1.694841819 |
| Sum | 54.59071755 |
| Variance | 0.004785198989 |
| Value | Count | Frequency (%) | |
| 0.058573298 | 3 | 0.6% | |
| 0.149219467 | 2 | 0.4% | |
| 0.092148913 | 2 | 0.4% | |
| 0.216194332 | 2 | 0.4% | |
| 0.216848674 | 2 | 0.4% | |
| 0.131743119 | 2 | 0.4% | |
| 0.080686695 | 2 | 0.4% | |
| 0.066434996 | 2 | 0.4% | |
| 0.214183381 | 1 | 0.2% | |
| 0.088225858 | 1 | 0.2% | |
| Other values (446) | 446 | 95.5% | |
| (Missing) | 2 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.011335013 | 1 | 0.2% | |
| 0.011916111 | 1 | 0.2% | |
| 0.015197568 | 1 | 0.2% | |
| 0.016203704 | 1 | 0.2% | |
| 0.018193225 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.507614213 | 1 | 0.2% | |
| 0.448074679 | 1 | 0.2% | |
| 0.439590444 | 1 | 0.2% | |
| 0.422321429 | 1 | 0.2% | |
| 0.348777349 | 1 | 0.2% |
college
Real number (ℝ≥0)
| Distinct count | 455 |
|---|---|
| Unique (%) | 97.8% |
| Missing | 2 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.22021668519569892 |
|---|---|
| Minimum | 0.013547237 |
| Maximum | 0.828070175 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 0.013547237 |
|---|---|
| 5-th percentile | 0.0496061808 |
| Q1 | 0.106167401 |
| median | 0.169544297 |
| Q3 | 0.284542314 |
| 95-th percentile | 0.5382201012 |
| Maximum | 0.828070175 |
| Range | 0.814522938 |
| Interquartile range (IQR) | 0.178374913 |
Descriptive statistics
| Standard deviation | 0.1583472315 |
|---|---|
| Coefficient of variation (CV) | 0.7190519256 |
| Kurtosis | 1.746945788 |
| Mean | 0.2202166852 |
| Median Absolute Deviation (MAD) | 0.073944904 |
| Skewness | 1.391802537 |
| Sum | 102.4007586 |
| Variance | 0.02507384573 |
| Value | Count | Frequency (%) | |
| 0.100249066 | 3 | 0.6% | |
| 0.139520776 | 2 | 0.4% | |
| 0.408774373 | 2 | 0.4% | |
| 0.487170943 | 2 | 0.4% | |
| 0.08590604 | 2 | 0.4% | |
| 0.142857143 | 2 | 0.4% | |
| 0.315638907 | 2 | 0.4% | |
| 0.057256583 | 2 | 0.4% | |
| 0.244320298 | 2 | 0.4% | |
| 0.072751323 | 1 | 0.2% | |
| Other values (445) | 445 | 95.3% | |
| (Missing) | 2 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.013547237 | 1 | 0.2% | |
| 0.014117647 | 1 | 0.2% | |
| 0.015885947 | 1 | 0.2% | |
| 0.022668394 | 1 | 0.2% | |
| 0.026403743 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.828070175 | 1 | 0.2% | |
| 0.824971165 | 1 | 0.2% | |
| 0.794069862 | 1 | 0.2% | |
| 0.779063361 | 1 | 0.2% | |
| 0.755110384 | 1 | 0.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| name | age | gender | raceethnicity | month | day | year | streetaddress | city | state | latitude | longitude | state_fp | county_fp | tract_ce | geo_id | county_id | namelsad | lawenforcementagency | cause | armed | pop | share_white | share_black | share_hispanic | p_income | h_income | county_income | comp_income | county_bucket | nat_bucket | pov | urate | college | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | A'donte Washington | 16 | Male | Black | February | 23 | 2015 | Clearview Ln | Millbrook | AL | 32.529577 | -86.362829 | 1 | 51 | 30902 | 1051030902 | 1051 | Census Tract 309.02 | Millbrook Police Department | Gunshot | No | 3779 | 60.5 | 30.5 | 5.6 | 28375 | 51367.0 | 54766 | 0.937936 | 3.0 | 3.0 | 14.1 | 0.097686 | 0.168510 |
| 1 | Aaron Rutledge | 27 | Male | White | April | 2 | 2015 | 300 block Iris Park Dr | Pineville | LA | 31.321739 | -92.434860 | 22 | 79 | 11700 | 22079011700 | 22079 | Census Tract 117 | Rapides Parish Sheriff's Office | Gunshot | No | 2769 | 53.8 | 36.2 | 0.5 | 14678 | 27972.0 | 40930 | 0.683411 | 2.0 | 1.0 | 28.8 | 0.065724 | 0.111402 |
| 2 | Aaron Siler | 26 | Male | White | March | 14 | 2015 | 22nd Ave and 56th St | Kenosha | WI | 42.583560 | -87.835710 | 55 | 59 | 1200 | 55059001200 | 55059 | Census Tract 12 | Kenosha Police Department | Gunshot | No | 4079 | 73.8 | 7.7 | 16.8 | 25286 | 45365.0 | 54930 | 0.825869 | 2.0 | 3.0 | 14.6 | 0.166293 | 0.147312 |
| 3 | Aaron Valdez | 25 | Male | Hispanic/Latino | March | 11 | 2015 | 3000 Seminole Ave | South Gate | CA | 33.939298 | -118.219463 | 6 | 37 | 535607 | 6037535607 | 6037 | Census Tract 5356.07 | South Gate Police Department | Gunshot | Firearm | 4343 | 1.2 | 0.6 | 98.8 | 17194 | 48295.0 | 55909 | 0.863814 | 3.0 | 3.0 | 11.7 | 0.124827 | 0.050133 |
| 4 | Adam Jovicic | 29 | Male | White | March | 19 | 2015 | 364 Hiwood Ave | Munroe Falls | OH | 41.148575 | -81.429878 | 39 | 153 | 530800 | 39153530800 | 39153 | Census Tract 5308 | Kent Police Department | Gunshot | No | 6809 | 92.5 | 1.4 | 1.7 | 33954 | 68785.0 | 49669 | 1.384868 | 5.0 | 4.0 | 1.9 | 0.063550 | 0.403954 |
| 5 | Adam Reinhart | 29 | Male | White | March | 7 | 2015 | 18th St and Palm Ln | Phoenix | AZ | 33.469380 | -112.043320 | 4 | 13 | 111602 | 4013111602 | 4013 | Census Tract 1116.02 | Phoenix Police Department | Gunshot | No | 4682 | 7 | 7.7 | 79 | 15523 | 20833.0 | 53596 | 0.388704 | 1.0 | 1.0 | 58 | 0.073651 | 0.102955 |
| 6 | Adrian Hernandez | 22 | Male | Hispanic/Latino | March | 27 | 2015 | 4000 Union Ave | Bakersfield | CA | 35.395697 | -119.002745 | 6 | 29 | 700 | 6029000700 | 6029 | Census Tract 7 | Bakersfield Police Department | Gunshot | Firearm | 5027 | 50.8 | 0.3 | 44.2 | 25949 | 58068.0 | 48552 | 1.195996 | 4.0 | 4.0 | 17.2 | 0.131461 | 0.203801 |
| 7 | Adrian Solis | 35 | Male | Hispanic/Latino | March | 26 | 2015 | 1500 Bayview Ave | Wilmington | CA | 33.793050 | -118.270926 | 6 | 37 | 294200 | 6037294200 | 6037 | Census Tract 2942 | Los Angeles Police Department | Gunshot | Non-lethal firearm | 5238 | 8.6 | 0.2 | 84.1 | 25043 | 66543.0 | 55909 | 1.190202 | 4.0 | 4.0 | 12.2 | 0.094347 | 0.090438 |
| 8 | Alan Alverson | 44 | Male | White | January | 28 | 2015 | Pickett Runn Rd | Sunset | TX | 30.665304 | -96.401482 | 48 | 41 | 603 | 48041000603 | 48041 | Census Tract 6.03 | Wise County Sheriff's Department and Texas DPS | Gunshot | Firearm | 4832 | 14.6 | 17.7 | 66.3 | 16778 | 30391.0 | 38310 | 0.793292 | 2.0 | 1.0 | 37.7 | 0.140833 | 0.047601 |
| 9 | Alan James | 31 | Male | White | February | 7 | 2015 | 200 Abbie St SE | Wyoming | MI | 42.893238 | -85.660584 | 26 | 81 | 14200 | 26081014200 | 26081 | Census Tract 142 | Kentwood Police Department and Wyoming DPS | Gunshot | Other | 3795 | 63.6 | 7.7 | 26.5 | 22005 | 44553.0 | 51667 | 0.862311 | 3.0 | 2.0 | 18.4 | 0.174167 | 0.102692 |
Last rows
| name | age | gender | raceethnicity | month | day | year | streetaddress | city | state | latitude | longitude | state_fp | county_fp | tract_ce | geo_id | county_id | namelsad | lawenforcementagency | cause | armed | pop | share_white | share_black | share_hispanic | p_income | h_income | county_income | comp_income | county_bucket | nat_bucket | pov | urate | college | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 457 | Walter Scott | 50 | Male | Black | April | 4 | 2015 | 1945 Remount Rd | North Charleston | SC | 32.899113 | -80.013802 | 45 | 19 | 3300 | 45019003300 | 45019 | Census Tract 33 | North Charleston Police Department | Gunshot | Knife | 4110 | 15.8 | 65.2 | 18.6 | 14963 | 19988.0 | 50792 | 0.393527 | 1.0 | 1.0 | 44.1 | 0.215909 | 0.092950 |
| 458 | Wendell King | 40 | Male | White | January | 29 | 2015 | 4800 Hildring Dr E | Forth Worth | TX | 32.678600 | -97.380737 | 48 | 439 | 105404 | 48439105404 | 48439 | Census Tract 1054.04 | Fort Worth Police Department | Gunshot | Unknown | 4074 | 89.2 | 0.9 | 6 | 54494 | 102938.0 | 56853 | 1.810599 | 5.0 | 5.0 | 11.2 | 0.027575 | 0.711270 |
| 459 | Wilber Castillo-Gongora | 35 | Male | Hispanic/Latino | February | 5 | 2015 | US-287 | Electra | TX | 34.044584 | -98.931198 | 48 | 485 | 13800 | 48485013800 | 48485 | Census Tract 138 | Wichita County Sheriff's Office | Taser | Unknown | 3507 | 94.8 | 0 | 2.5 | 31761 | 62817.0 | 45086 | 1.393271 | 5.0 | 4.0 | 4 | 0.034520 | 0.169804 |
| 460 | William 'Rusty' Smith | 53 | Male | White | March | 10 | 2015 | 700 Valley St | Hoover | AL | 33.414931 | -86.851557 | 1 | 73 | 14412 | 1073014412 | 1073 | Census Tract 144.12 | Hoover Police Department | Gunshot | No | 4547 | 84.7 | 1.4 | 7.7 | 42312 | 81996.0 | 45429 | 1.804926 | 5.0 | 5.0 | 3 | 0.035916 | 0.627632 |
| 461 | William Campbell | 59 | Male | Unknown | January | 25 | 2015 | 335 New Brooklyn Rd | Berlin | NJ | 39.749119 | -74.929306 | 34 | 7 | 609103 | 34007609103 | 34007 | Census Tract 6091.03 | Winslow Police Department | Gunshot | Non-lethal firearm | 5065 | 64.3 | 16.9 | 4.9 | 31470 | 65759.0 | 61683 | 1.066080 | 3.0 | 4.0 | 7.3 | 0.140866 | 0.236107 |
| 462 | William Chapman II | 18 | Male | Black | April | 22 | 2015 | 1098 Frederick Blvd | Portsmouth | VA | 36.829014 | -76.341438 | 51 | 740 | 211500 | 51740211500 | 51740 | Census Tract 2115 | Portsmouth Police Department | Gunshot | No | 1640 | 40.9 | 53.8 | 0 | 25262 | 27418.0 | 46166 | 0.593900 | 1.0 | 1.0 | 35.2 | 0.152047 | 0.120553 |
| 463 | William Dick III | 28 | Male | Native American | April | 4 | 2015 | Bureau of Indian Affairs Rd 66 | Tonasket | WA | 48.708542 | -119.436829 | 53 | 47 | 970400 | 53047970400 | 53047 | Census Tract 9704 | US Forest Service | Taser | Firearm | 4154 | 74.5 | 0.4 | 20.2 | 18470 | 35608.0 | 40368 | 0.882085 | 1.0 | 2.0 | 27.3 | 0.133650 | 0.174525 |
| 464 | William Poole | 52 | Male | White | March | 16 | 2015 | 130 Wedowee Ln | Gaston | NC | 35.205776 | -81.240669 | 37 | 71 | 31704 | 37071031704 | 37071 | Census Tract 317.04 | Gaston County Police Department | Gunshot | Firearm | 3850 | 83.2 | 10.1 | 0.3 | 21175 | 38200.0 | 42017 | 0.909156 | 2.0 | 2.0 | 28.5 | 0.256150 | 0.072764 |
| 465 | Yuvette Henderson | 38 | Female | Black | February | 3 | 2015 | 3800 Hollis St | Oakland | CA | 37.827129 | -122.284492 | 6 | 1 | 401700 | 6001401700 | 6001 | Census Tract 4017 | Emeryville Police Department | Gunshot | Firearm | 2544 | 21.7 | 24.9 | 37.1 | 26971 | 63052.0 | 72112 | 0.874362 | 2.0 | 4.0 | 23.9 | 0.069601 | 0.396476 |
| 466 | Zaki Shinwary | 48 | Male | Unknown | January | 16 | 2015 | Lake Arrowhead Ave and Great Salt Lake Dr | Fremont | CA | 37.586471 | -122.060010 | 6 | 1 | 441522 | 6001441522 | 6001 | Census Tract 4415.22 | Fremont Police Department | Gunshot | Firearm | 5177 | 23.1 | 4 | 12.3 | 33590 | 88940.0 | 72112 | 1.233359 | 4.0 | 5.0 | 6.1 | 0.080912 | 0.435773 |